basic EDA
## x y LOCAL_DATE TOTAL_PRECIPITATION STATION_NAME
## 1 -122.5972 58.83639 1937-09-20 0 FORT NELSON A
## 2 -122.5972 58.83639 1937-09-21 0 FORT NELSON A
## 3 -122.5972 58.83639 1937-09-22 0 FORT NELSON A
## 4 -122.5972 58.83639 1937-09-23 0 FORT NELSON A
## 5 -122.5972 58.83639 1937-09-24 0 FORT NELSON A
## 6 -122.5972 58.83639 1937-09-25 0 FORT NELSON A
## MAX_TEMPERATURE MIN_TEMPERATURE TOTAL_RAIN MIN_REL_HUMIDITY LOCAL_YEAR
## 1 17.8 -0.6 0 NA 1937
## 2 16.1 -0.6 0 NA 1937
## 3 15.0 -2.2 0 NA 1937
## 4 15.0 -2.8 0 NA 1937
## 5 12.8 -2.8 0 NA 1937
## 6 17.2 4.4 0 NA 1937
## LOCAL_MONTH MEAN_TEMPERATURE
## 1 9 8.6
## 2 9 7.8
## 3 9 6.4
## 4 9 6.1
## 5 9 5.0
## 6 9 10.8
## rolling_window_max
## 1 NA, NA, NA, NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9
## 2 NA, NA, NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8
## 3 NA, NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6
## 4 NA, NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6, 2.8
## 5 NA, NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6, 2.8, 2.2
## 6 NA, NA, 17.8, 16.1, 15.0, 15.0, 12.8, 17.2, 8.9, 8.9, 12.8, 10.6, 2.8, 2.2, 3.3
## rolling_window_mean
## 1 NA, NA, NA, NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7
## 2 NA, NA, NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6
## 3 NA, NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2
## 4 NA, NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2, 2.0
## 5 NA, NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2, 2.0, 1.4
## 6 NA, NA, 8.6, 7.8, 6.4, 6.1, 5.0, 10.8, 7.3, 6.7, 5.6, 4.2, 2.0, 1.4, 1.7
## Month Day
## 1 09 20
## 2 09 21
## 3 09 22
## 4 09 23
## 5 09 24
## 6 09 25
Plot
EHF plot
plot 90th compare different based year
plot certain year temp dist vs baseline 90th
plot 90th (blue) vs all year temp dist (grey). Based line is all
year.
Analyze the hw
prepare for the data
## # A tibble: 39 × 7
## Month Day Percentile_90 MAX_TEMP_YEAR DayOfYear Condition Cumulative_Count
## <int> <int> <dbl> <dbl> <dbl> <lgl> <dbl>
## 1 1 1 -5 5.3 1 TRUE 1
## 2 1 2 -5 3.8 2 TRUE 2
## 3 1 3 -5.6 -4.1 3 TRUE 3
## 4 1 26 -2.8 1.1 26 TRUE 1
## 5 1 27 -2.8 0.4 27 TRUE 2
## 6 3 16 8.3 8.4 75 TRUE 1
## 7 3 17 8.3 14.4 76 TRUE 2
## 8 3 18 8.3 16.6 77 TRUE 3
## 9 3 19 8.42 17.6 78 TRUE 4
## 10 3 20 8.81 17.3 79 TRUE 5
## # ℹ 29 more rows
plot overall count of hw through years
plot for heat map
seperate view of the heatmap
examine specific year (grep line vs 90 vs specific year)
according bar
Plot EHF vs Percentile_90 for specific year
1948
1980
2004
